Multi-step wind speed forecasting based on hybrid multi-stage decomposition model and long short-term memory neural network

Energy Conversion and Management ◽

10.1016/j.enconman.2020.112869 ◽

2020 ◽

Vol 213 ◽

pp. 112869 ◽

Cited By ~ 12

Author(s):

Sinvaldo Rodrigues Moreno ◽

Ramon Gomes da Silva ◽

Viviana Cocco Mariani ◽

Leandro dos Santos Coelho

Keyword(s):

Neural Network ◽

Wind Speed ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Wind Speed Forecasting ◽

Decomposition Model ◽

Multi Stage ◽

Long Short Term Memory

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Multifactor spatio-temporal correlation model based on a combination of convolutional neural network and long short-term memory neural network for wind speed forecasting

Energy Conversion and Management ◽

10.1016/j.enconman.2019.02.018 ◽

2019 ◽

Vol 185 ◽

pp. 783-799 ◽

Cited By ~ 28

Author(s):

Yong Chen ◽

Shuai Zhang ◽

Wenyu Zhang ◽

Juanjuan Peng ◽

Yishuai Cai

Keyword(s):

Neural Network ◽

Wind Speed ◽

Short Term Memory ◽

Temporal Correlation ◽

Correlation Model ◽

Short Term ◽

Term Memory ◽

Wind Speed Forecasting ◽

Long Short Term Memory ◽

Spatio Temporal

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Very Short Term Wind Speed Forecasting Using Convolutional Long Short Term Memory Recurrent Neural Network

2020 International Conference and Utility Exhibition on Energy, Environment and Climate Change (ICUE) ◽

10.1109/icue49301.2020.9307061 ◽

2020 ◽

Author(s):

Firuz Ahamed Nahid ◽

Weerakorn Ongsakul ◽

Nimal Madhu Manjiparambil

Keyword(s):

Neural Network ◽

Wind Speed ◽

Recurrent Neural Network ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Wind Speed Forecasting ◽

Long Short Term Memory

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Short-term wind speed forecasting based on long short-term memory and improved BP neural network

International Journal of Electrical Power & Energy Systems ◽

10.1016/j.ijepes.2021.107365 ◽

2022 ◽

Vol 134 ◽

pp. 107365

Author(s):

Gonggui Chen ◽

Bangrui Tang ◽

Xianjun Zeng ◽

Ping Zhou ◽

Peng Kang ◽

...

Keyword(s):

Neural Network ◽

Wind Speed ◽

Bp Neural Network ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Wind Speed Forecasting ◽

Long Short Term Memory

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Intelligent Data Analytics for Wind Speed Forecasting for Wind Power Production Using Long Short-Term Memory (LSTM) Network

Intelligent Data-Analytics for Condition Monitoring ◽

10.1016/b978-0-323-85510-5.00008-9 ◽

2021 ◽

pp. 165-192

Author(s):

Hasmat Malik ◽

Nuzhat Fatema ◽

Atif Iqbal

Keyword(s):

Wind Speed ◽

Wind Power ◽

Data Analytics ◽

Short Term Memory ◽

Power Production ◽

Short Term ◽

Term Memory ◽

Wind Speed Forecasting ◽

Long Short Term Memory ◽

Lstm Network

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Multi-step ahead wind speed prediction based on optimal feature extraction, long short term memory neural network and error correction strategy

Applied Energy ◽

10.1016/j.apenergy.2018.08.114 ◽

2018 ◽

Vol 230 ◽

pp. 429-443 ◽

Cited By ~ 37

Author(s):

Jujie Wang ◽

Yaning Li

Keyword(s):

Neural Network ◽

Feature Extraction ◽

Wind Speed ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Wind Speed Prediction ◽

Speed Prediction ◽

Long Short Term Memory ◽

Optimal Feature

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A new hybrid model for wind speed forecasting combining long short-term memory neural network, decomposition methods and grey wolf optimizer

Applied Soft Computing ◽

10.1016/j.asoc.2020.106996 ◽

2021 ◽

Vol 100 ◽

pp. 106996

Author(s):

Aytaç Altan ◽

Seçkin Karasu ◽

Enrico Zio

Keyword(s):

Neural Network ◽

Short Term Memory ◽

Decomposition Methods ◽

Grey Wolf Optimizer ◽

Grey Wolf ◽

Short Term ◽

Network Decomposition ◽

Term Memory ◽

Wind Speed Forecasting ◽

Long Short Term Memory

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Wind Speed Forecasting using Long Short Term Memory Networks

2019 2nd International Conference on Intelligent Computing, Instrumentation and Control Technologies (ICICICT) ◽

10.1109/icicict46008.2019.8993279 ◽

2019 ◽

Author(s):

Prabha P.P ◽

V. Vanitha ◽

Resmi R

Keyword(s):

Wind Speed ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Wind Speed Forecasting ◽

Long Short Term Memory

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A Multi-variable Stacked Long-Short Term Memory Network for Wind Speed Forecasting

2018 IEEE International Conference on Big Data (Big Data) ◽

10.1109/bigdata.2018.8622332 ◽

2018 ◽

Cited By ~ 4

Author(s):

Sisheng Liang ◽

Long Nguyen ◽

Fang Jin

Keyword(s):

Wind Speed ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Wind Speed Forecasting ◽

Memory Network ◽

Long Short Term Memory

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Wind Speed Forecasting Using Recurrent Neural Networks and Long Short Term Memory

2019 6th International Conference on Instrumentation, Control, and Automation (ICA) ◽

10.1109/ica.2019.8916717 ◽

2019 ◽

Cited By ~ 2

Author(s):

Fitriana R. Ningsih ◽

Esmeralda C. Djamal ◽

Asep Najmurrakhman

Keyword(s):

Neural Networks ◽

Wind Speed ◽

Recurrent Neural Networks ◽

Short Term Memory ◽

Short Term ◽

Term Memory ◽

Wind Speed Forecasting ◽

Long Short Term Memory

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Application of stacked and bidirectional long short-term memory deep learning models for wind speed forecasting at an offshore site

Energy Sources Part A Recovery Utilization and Environmental Effects ◽

10.1080/15567036.2021.1925379 ◽

2021 ◽

pp. 1-16

Author(s):

Bharat Kumar Saxena ◽

Sanjeev Mishra ◽

Komaragiri Venkata Subba Rao

Keyword(s):

Deep Learning ◽

Wind Speed ◽

Short Term Memory ◽

Learning Models ◽

Short Term ◽

Term Memory ◽

Wind Speed Forecasting ◽

Long Short Term Memory

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